{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torch.optim as optim\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline\n",
    "\n",
    "# 加入下述代码！可能！是因为torch包中包含了名为libiomp5md.dll的文件，\n",
    "# 与Anaconda环境中的同一个文件出现了某种冲突，所以需要删除一个。\n",
    "import os\n",
    "os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\"\n",
    "\n",
    "features = pd.read_csv('data2.csv')\n",
    "\n",
    "# 处理时间数据\n",
    "import datetime\n",
    "\n",
    "# 分别得到年，月，日\n",
    "years = features['year']\n",
    "months = features['month']\n",
    "days = features['day']\n",
    "\n",
    "# datetime格式\n",
    "dates = [\n",
    "    str(int(year)) + '-' + str(int(month)) + '-' + str(int(day))\n",
    "    for year, month, day in zip(years, months, days)\n",
    "]\n",
    "\n",
    "# datetime模块的datetime对象提供的strptime方法可以将字符串转为datetime对象，转换时要求字符串内容符合指定的格式。\n",
    "dates = [datetime.datetime.strptime(date, '%Y-%m-%d') for date in dates]\n",
    "\n",
    "# 准备画图\n",
    "# 指定默认风格\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "# 设置布局\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2,\n",
    "                                             ncols=2,\n",
    "                                             figsize=(10, 10))\n",
    "fig.autofmt_xdate(rotation=45)\n",
    "\n",
    "# 标签值\n",
    "ax1.plot(dates, features['actual']) # 所用数据列\n",
    "ax1.set_xlabel('') # x轴数据\n",
    "ax1.set_ylabel('Temperature') # y轴数据\n",
    "ax1.set_title('Max Temp') # 图表标题\n",
    "\n",
    "# 昨天\n",
    "ax2.plot(dates, features['temp_1'])\n",
    "ax2.set_xlabel('')\n",
    "ax2.set_ylabel('Temperature')\n",
    "ax2.set_title('Previous Max Temp')\n",
    "\n",
    "# 前天\n",
    "ax3.plot(dates, features['temp_2'])\n",
    "ax3.set_xlabel('Date')\n",
    "ax3.set_ylabel('Temperature')\n",
    "ax3.set_title('Two Days Prior Max Temp')\n",
    "\n",
    "\n",
    "plt.tight_layout(pad=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# 独热编码（字符串数据转为数值形式）\n",
    "features = pd.get_dummies(features)\n",
    "\n",
    "# 标签\n",
    "labels = np.array(features['actual'])\n",
    "\n",
    "# 在特征中去掉标签\n",
    "# axis = 1 表示沿着每一行或者列标签横向执行对应的方法\n",
    "# https://blog.csdn.net/wyf2017/article/details/107459509\n",
    "features = features.drop('actual', axis=1)\n",
    "\n",
    "# 每列的名字单独保存一下，以备后患\n",
    "feature_list = list(features.columns)\n",
    "\n",
    "# 转换成合适的格式\n",
    "# np.array()把列表转化为数组\n",
    "features = np.array(features)\n",
    "\n",
    "from sklearn import preprocessing\n",
    "\n",
    "# 不仅计算训练数据的均值和方差，还会基于计算出来的均值和方差来转换训练数据，从而把数据转换成标准的正太分布\n",
    "input_features = preprocessing.StandardScaler().fit_transform(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-08-01T13:30:37.602952Z",
     "start_time": "2022-08-01T13:30:37.592977Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'torch.Tensor'>\n"
     ]
    }
   ],
   "source": [
    "print(type(input_features))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构建网络模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-08-01T13:56:10.253686Z",
     "start_time": "2022-08-01T13:55:43.210331Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n",
      "0 3960.7463\n",
      "100 37.526707\n",
      "200 35.607555\n",
      "300 35.34036\n",
      "400 35.20622\n",
      "500 35.102333\n",
      "600 35.01022\n",
      "700 34.91885\n",
      "800 34.824986\n",
      "900 34.728317\n"
     ]
    }
   ],
   "source": [
    "input_size = input_features.shape[1]  #样本个数\n",
    "hidden_size = 128  # 隐含层神经元个数\n",
    "output_size = 1\n",
    "batch_size = 16\n",
    "my_nn = torch.nn.Sequential(\n",
    "    torch.nn.Linear(input_size, hidden_size),  #全连接层\n",
    "    torch.nn.Sigmoid(),  #激活函数\n",
    "    torch.nn.Linear(hidden_size, output_size),\n",
    ")\n",
    "# MSE损失函数\n",
    "cost = torch.nn.MSELoss(reduction='mean')\n",
    "\n",
    "# Adam优化器\n",
    "optimizer = torch.optim.Adam(my_nn.parameters(), lr=0.001)\n",
    "\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(device)\n",
    "\n",
    "my_nn.to(device)\n",
    "\n",
    "# 训练网络\n",
    "losses = []\n",
    "for i in range(1000):\n",
    "    batch_loss = []\n",
    "    # MINI-Batch方法来进行训练\n",
    "    for start in range(0, len(input_features), batch_size):\n",
    "        \n",
    "        input_features.to(device)\n",
    "        labels.to(device)\n",
    "        \n",
    "        end = start + batch_size if start + batch_size < len(\n",
    "            input_features) else len(input_features)\n",
    "        xx = torch.tensor(input_features[start:end],\n",
    "                          dtype=torch.float,\n",
    "                          requires_grad=True)\n",
    "        yy = torch.tensor(labels[start:end],\n",
    "                          dtype=torch.float,\n",
    "                          requires_grad=True)\n",
    "\n",
    "        prediction = my_nn(xx)  # 前向传播\n",
    "        loss = cost(prediction, yy)  # 计算损失\n",
    "        optimizer.zero_grad()  # 梯度清零\n",
    "        loss.backward(retain_graph=True)  #反向传播\n",
    "        optimizer.step()  # 更新参数\n",
    "#         batch_loss.append(loss.data.numpy())  #记录损失，便于打印\n",
    "        batch_loss.append(loss.data.cpu().numpy())  #记录损失，便于打印\n",
    "\n",
    "\n",
    "    # 打印损失\n",
    "    if i % 100 == 0:\n",
    "        losses.append(np.mean(batch_loss))\n",
    "        print(i, np.mean(batch_loss))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "训练结果可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-08-01T12:55:30.508629Z",
     "start_time": "2022-08-01T12:55:30.288221Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Actual and Predicted Values')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = torch.tensor(input_features, dtype=torch.float)\n",
    "\n",
    "# 转换成numpy格式便于画图\n",
    "predict = my_nn(x).data.numpy()\n",
    "\n",
    "# 转换日期格式\n",
    "dates = [\n",
    "    str(int(year)) + '-' + str(int(month)) + '-' + str(int(day))\n",
    "    for year, month, day in zip(years, months, days)\n",
    "]\n",
    "dates = [datetime.datetime.strptime(date, '%Y-%m-%d') for date in dates]\n",
    "\n",
    "# 创建一个表格来存日期和其对应的标签数值\n",
    "true_data = pd.DataFrame(data={'date': dates, 'actual': labels})\n",
    "\n",
    "# 同理，再创建一个来存日期和其对应的模型预测值\n",
    "months = features[:, feature_list.index('month')]\n",
    "days = features[:, feature_list.index('day')]\n",
    "years = features[:, feature_list.index('year')]\n",
    "\n",
    "test_dates = [\n",
    "    str(int(year)) + '-' + str(int(month)) + '-' + str(int(day))\n",
    "    for year, month, day in zip(years, months, days)\n",
    "]\n",
    "\n",
    "test_dates = [\n",
    "    datetime.datetime.strptime(date, '%Y-%m-%d') for date in test_dates\n",
    "]\n",
    "\n",
    "predictions_data = pd.DataFrame(data={\n",
    "    'date': test_dates,\n",
    "    'prediction': predict.reshape(-1)\n",
    "})\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "\n",
    "# 真实值\n",
    "plt.plot(true_data['date'], true_data['actual'], 'b-', label='actual')\n",
    "\n",
    "# 预测值\n",
    "plt.plot(predictions_data['date'],\n",
    "         predictions_data['prediction'],\n",
    "         'ro',\n",
    "         label='prediction')\n",
    "plt.xticks(rotation='60')\n",
    "plt.legend()\n",
    "\n",
    "# 图名\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Maximum Temperature (F)')\n",
    "plt.title('Actual and Predicted Values')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "base_numbering": 1,
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     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
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    "height": "40px",
    "left": "986px",
    "right": "20px",
    "top": "120px",
    "width": "250px"
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
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   ],
   "varInspector_section_display": "none",
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 },
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}
